L1centrality
A graph-centrality package that spent 2026 making its existing measures usable at scale, then went quiet.
A side-by-side editorial comparison of Dokku and eratosthenes — release velocity, themes, recent moves, and the top alternatives to consider.
Dokku is quietly turning into a k3s front-end with a JSON-first CLI.
The 0.38 patch line keeps shipping small releases with real features in them. v0.38.27 drops the local-image requirement for k3s deploys, reports Traefik DNS-provider variables as global keys, adds storage directory mode and removal flags, and introduces a vector-cron-sink so scheduled cron output has somewhere to go. It follows v0.38.26, which brought wildcard domains, custom cert issuers, and kernel sysctls to the k3s scheduler.
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
eratosthenes does Bayesian estimation of archaeological chronologies from relative sequences, absolute constraints and artifact assemblages. The 0.0.9 line built out the inference diagnostics — traceplots, histograms, batch-means MCSE reporting, displacement estimation — and then consolidated artifact probability-density estimation into a single gibbs_ad_type(). The 0.1.0 tag turns outward instead, adding validators for every user-supplied structure and replacing seq_check() with a more informative seq_diag().
The 0.38 patch line keeps shipping small releases with real features in them. v0.38.27 drops the local-image requirement for k3s deploys, reports Traefik DNS-provider variables as global keys, adds storage directory mode and removal flags, and introduces a vector-cron-sink so scheduled cron output has somewhere to go. It follows v0.38.26, which brought wildcard domains, custom cert issuers, and kernel sysctls to the k3s scheduler.
Two threads run through almost every release: closing the gap between the k3s scheduler and the classic single-host path, and making every command machine-readable. The k3s work has moved from basic scheduling to the operational details — certificates, DNS, sysctls, and now deploys that no longer assume a local Docker image — which is the sequence a project follows when it expects the Kubernetes path to become the default rather than the alternative.
Expect the remaining k3s parity gaps to keep closing one release at a time, and expect the logging work started with vector-cron-sink to extend to other task types that currently have no sink.
eratosthenes does Bayesian estimation of archaeological chronologies from relative sequences, absolute constraints and artifact assemblages. The 0.0.9 line built out the inference diagnostics — traceplots, histograms, batch-means MCSE reporting, displacement estimation — and then consolidated artifact probability-density estimation into a single gibbs_ad_type(). The 0.1.0 tag turns outward instead, adding validators for every user-supplied structure and replacing seq_check() with a more informative seq_diag().
The package is moving from research code to something a non-author can run. Consolidating estimation behind one function, then wrapping every input class in a validator, are the two steps that make failures legible instead of cryptic, and the diagnostics added earlier serve the same end for the sampler itself. Nothing in the window changes the underlying model; the work is all about making it usable and its output checkable.
With inputs validated and diagnostics in place, the next release is more likely to extend the constraint or assemblage modelling than to keep reworking the interface, though the feed's three sparse tags give little to read a cadence from.
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Dokku or eratosthenes.
A graph-centrality package that spent 2026 making its existing measures usable at scale, then went quiet.
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
See all Dokku alternatives → · See all eratosthenes alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Dokku is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dokku is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
Top Dokku alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Dokku alternatives" section above for the current picks, or visit /alternatives/dokku for the full list with editorial commentary on each.
Top eratosthenes alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "eratosthenes alternatives" section above for the current picks, or visit /alternatives/eratosthenes for the full list with editorial commentary on each.